{"id":"W2947820602","doi":"10.1016/s1470-2045(19)30308-0","title":"Scale-up of radiotherapy for cervical cancer in the era of human papillomavirus vaccination in low-income and middle-income countries: a model-based analysis of need and economic impact","year":2019,"lang":"en","type":"article","venue":"The Lancet Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Princess Margaret Cancer Centre; University of Toronto","funders":"National Cancer Institute; Commonwealth Fund","keywords":"Cervical cancer; Low and middle income countries; Human papillomavirus; Scale (ratio); Radiation therapy; Medicine; Socioeconomics; Economics; Economic growth; Developing country; Cancer; Geography; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005843678,0.0007738863,0.001261579,0.0008490491,0.0006166159,0.002304218,0.001398034,0.001644645,0.004523546],"category_scores_gemma":[0.01792154,0.00056632,0.002590575,0.001315515,0.0007243335,0.002121746,0.001765312,0.001844171,0.0002047484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00515229,"about_ca_system_score_gemma":0.003628844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03999397,"about_ca_topic_score_gemma":0.02907321,"domain_scores_codex":[0.9977598,0.001314056,0.0000804498,0.0001737411,0.0001511967,0.0005208364],"domain_scores_gemma":[0.9919273,0.005948921,0.0006349834,0.00026248,0.0005387464,0.0006876178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004241998,0.0009922684,0.1009618,0.0005069952,0.001458996,0.0006321667,0.0001731598,0.8573704,0.0005188522,0.006512659,0.003208417,0.02342231],"study_design_scores_gemma":[0.001571479,0.003944015,0.2035424,0.0002657087,0.002191893,0.0002587483,0.001982782,0.7648477,0.0007827423,0.01674349,0.003732836,0.0001362277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857107,0.002202592,0.002583096,0.00344593,0.0001165876,0.0002574374,0.001438873,0.00005544172,0.004189325],"genre_scores_gemma":[0.9985483,0.0002657341,0.0004265214,0.00008662053,0.00001052079,0.00004718175,0.0003116176,0.000005819197,0.0002977378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03999397,"threshold_uncertainty_score":0.07952237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208195524172635,"score_gpt":0.3930930907106677,"score_spread":0.3722735382934042,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}